Numbersdontlieblutmansdo
F 40 completed
Data Tool
containerized / python · small
57
Files
11,445
LOC
5
Frameworks
8
Languages
Pipeline State
completedRun ID
#370466Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
75.36Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:28Deduplication group #66097
Member of a group with 2 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Frontend
Repobility analyzer · published findings · https://repobility.com
AI Prompt
I want to build a full-stack data analysis and visualization platform. The backend should be built using FastAPI in Python, and I need to use SQLAlchemy for database interactions. For the frontend, please use React with Vite and style it with Tailwind CSS. Since this is a containerized application, please ensure the necessary Docker setup is included, and the overall structure should be ready for deployment, perhaps using a docker-compose setup.
python fastapi react vite tailwindcss sqlalchemy data-analysis visualization docker
Generated by gemma4:latest
Catalog Information
This project is designed to provide a platform for data analysis and visualization.
Description
Numbers Don't Lie, Blutmans Do appears to be a project focused on data analysis and visualization. However, without further information, it's difficult to determine the specifics of its functionality. It utilizes Python and JavaScript languages and interacts with PostgreSQL databases. The project name suggests a focus on data-driven insights.
الوصف
يبدو أن مشروع Numbers Don't Lie, Blutmans Do يركز على تحليل البيانات والتصوير. ومع ذلك، دون وجود معلومات إضافية، صعب تحديد تفاصيل وظيفته. يستخدم اللغات Python و JavaScript وتفاعل مع قواعد البيانات PostgreSQL. اسم المشروع يشير إلى تركيزه على الفهم المبني على البيانات.
Novelty
3/10Tags
data-analysis data-visualization database-interaction insight-generation
Claude Models
claude-opus-4.6 claude-sonnet-4.6
Quality Score
F
40.3/100
Structure
27
Code Quality
57
Documentation
17
Testing
0
Practices
72
Security
74
Dependencies
60
Strengths
- Containerized deployment (Docker)
Weaknesses
- Missing README file \u2014 critical for project understanding
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- No CI/CD configuration \u2014 manual testing and deployment
- 1 files with critical complexity need refactoring
- Potential hardcoded secrets in 1 files
- 1888 duplicate lines detected \u2014 consider DRY refactoring
- 3 'god files' with >500 LOC need decomposition
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- Add a test suite \u2014 start with critical path integration tests
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
- Move hardcoded secrets to environment variables or a secrets manager
Security & Health
7.6h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (14)
All rows above produced by Repobility · https://repobility.com
Unknown
License
11.2%
Duplication
Languages
Frameworks
FastAPI React Tailwind CSS Vite SQLAlchemy
Concepts (1)
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